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NCAA DataSauce
@ncaadatasauce.bsky.social
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Visualizing NCAA Division 1 Hockey As seen on: Princeton Tiger Hockey
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ECAC Final Four: Statistical Breakdown (Part 1)📊🏒

The final four teams in ECAC face off in Lake Placid for the title. Here’s how they compare in:

🔥 Goals scored vs. allowed over time
🎯 Shot generation & suppression
📈 Per-game trends in scoring & shots

#ECAC #CollegeHockey #DataViz
ECAC Final Four: Statistical Breakdown (Part 3) 📊🏒

This final set of visuals highlights key depth and special teams trends:

🔢 Production by line—where are teams getting offense?
🚨 Penalty trends—who’s headed to the box most?
⚡ Special teams efficiency

#ECAC #CollegeHockey #DataViz
ECAC: Statistical Breakdown (Part 2) 📊🏒

This set of visuals examines key details beyond simple goal and shot totals:

🚀 Shot attempt breakdowns—missed, blocked, saved, and on net
🛑 Shot-blocking trends
🔄 Faceoff outcomes—who’s owns the draw?

#ECAC #CollegeHockey #DataViz
ECAC Final Four: Statistical Breakdown (Part 1)📊🏒

The final four teams in ECAC face off in Lake Placid for the title. Here’s how they compare in:

🔥 Goals scored vs. allowed over time
🎯 Shot generation & suppression
📈 Per-game trends in scoring & shots

#ECAC #CollegeHockey #DataViz
Check out my visualizations of the statistical breakdown of the HE Final Four

bsky.app/profile/ncaa...
Hockey East Final Four: Statistical Breakdown (Part 1 of 3)📊🏒

The final four teams in Hockey East—BU, UConn, Maine, and Northeastern—face off for the title. Here’s how they compare in:

📈 Per-game trends in scoring & shots

Which team’s numbers stand out?

#HockeyEast #CollegeHockey #DataViz
Hockey East Final Four: Statistical Breakdown (Part 3) 📊🏒

This final set of visuals highlights key depth and special teams trends:

🔢 Production by line—where are teams getting offense?
🚨 Penalty trends—who’s headed to the box most?
⚡ Special teams efficiency

#HockeyEast #CollegeHockey #DataViz
Hockey East Final Four: Statistical Breakdown (Part 2) 📊🏒

This set of visuals examines key details beyond simple goal and shot totals:

🚀 Shot attempt breakdowns—missed, blocked, saved, and on net
🛑 Shot-blocking trends
🔄 Faceoff outcomes—who’s owns the draw?

#HockeyEast #CollegeHockey #DataViz
Hockey East Final Four: Statistical Breakdown (Part 1 of 3)📊🏒

The final four teams in Hockey East—BU, UConn, Maine, and Northeastern—face off for the title. Here’s how they compare in:

📈 Per-game trends in scoring & shots

Which team’s numbers stand out?

#HockeyEast #CollegeHockey #DataViz
B1G Ten: High-Impact Goals

How do Big Ten teams perform in key moments? These charts break down:
🔥 Goals scored & allowed in the first and last 2 minutes
⚡ Quick response goals (within 2 minutes of another goal)

As the regular season closes which teams will handle the pressure? #B1GHockey #DataViz
Big Ten Hockey: Final Regular Season Weekend Stats 📊🏒

As teams fight for positioning ahead of the Big Ten Tournament, here’s how they stack up in:
🔥 Goals Scored vs. Allowed
🎯 Goal & Shot Totals by Period

#B1GHockey #CollegeHockey #HockeyAnalysis
Blocked Shots🏒

📊 Who’s blocking the most shots and getting the most blocked?
🔎 How many shots actually get through per block?
🔥 Which NCAA tournament contenders are thriving in these areas?

Four visualizations break down blocked shot trends across all D1

#CollegeHockey #DataViz #HockeyAnalysis
How do NCAA tournament teams generate offense?

📊 Goals Over Time
🎯 Shot Attempts
🥅 Shots on Goal

Each chart tracks cumulative totals by game time, breaking down when teams score, shoot, and allow chances. Who’s dictating play, and who’s just hanging on?

#CollegeHockey #DataViz #HockeyAnalysis
Possible NCAA tournament teams and how they control games.

Three Views:
📊 1. All Games
🏒 2. Conference Games
🌎 3. Non-Conference Games

Bars show the % of game time spent leading, tied, or trailing and margin. Who’s in control, and who’s playing from behind?

#CollegeHockey #DataViz #HockeyAnalysis
These charts show how well each D-I team holds leads and erases deficits.

X-Axis: % of leads given up (higher = worse)
Y-Axis: % of comebacks (higher = better)
Three versions:
📊 All Games
🏒 Conference Games
🌎 Non-Conference Games

Who stands out to you?

#CollegeHockey #DataViz #HockeyAnalysis
Hockey East: Scoring and Shots on Net

Charts include all regular season games played to date. In Cumulative total charts teams colors represent goals/shots for, shading represents total allowed.

Data courtesy of NCAA [dot] com Play by Play summaries

#NCAAHockey #HockeyVisualization
Reposted by NCAA DataSauce
One of the biggest myths in sports is that the game isn’t decided on a spreadsheet.

Fact: the standings are kept on a spreadsheet.
Scoring Over Game Time in the B1G:

Team colors represent cumulative totals, shading represents total allowed.

Data courtesy of NCAA [dot] com play by play summaries
Game Balance within The B1G Ten.

The difference between overall, out of conference and in conference shows more variation than in any other conference this season.

#NCAAHockey
Game Balance breaks down how much time teams spend leading, trailing and tied as a % of total game time.

Here is how all 64 teams in D1 #NCAAHockey shape up overall, out of conference and in conference.
That'd be fine. I sent a DM
Here are 4 plots that look at teams tendency to score or allow goals just after a power play (either their own or one they fought off)

Can goals scored just after the conclusion of a power play tell us anything?

Are they indicative of momentum from the power play carrying over?

What do you think?
Looking at Outcomes at the Faceoff Circle

Which teams are the most dangerous and most vulnerable after the draw?

The plots show goals for and against within a given window of time after a face off. The first of each set shows the % of total goals. The second the raw count of goals scores/allowed
With just a few non-conference games left let's take a look at how the leagues performed against each other in 24-25

Image 1: # of wins. Pick a league on the left side read across for wins against the others

Image 2: Avg Goals Scored - Goals scored per game based on conference matchup #ncaahockey